Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 698 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 13 |
| Duplicate rows (%) | 1.9% |
| Total size in memory | 77.7 KiB |
| Average record size in memory | 114.0 B |
Variable types
| Boolean | 2 |
|---|---|
| Categorical | 5 |
| Numeric | 8 |
Transported has constant value "" | Constant |
| Dataset has 13 (1.9%) duplicate rows | Duplicates |
Cabin_deck is highly overall correlated with HomePlanet | High correlation |
Consumption_Basic is highly overall correlated with FoodCourt | High correlation |
Consumption_High_End is highly overall correlated with HomePlanet | High correlation |
FoodCourt is highly overall correlated with Consumption_Basic | High correlation |
HomePlanet is highly overall correlated with Cabin_deck and 1 other fields | High correlation |
CryoSleep is highly imbalanced (75.1%) | Imbalance |
VIP is highly imbalanced (83.5%) | Imbalance |
RoomService has 278 (39.8%) zeros | Zeros |
FoodCourt has 305 (43.7%) zeros | Zeros |
ShoppingMall has 322 (46.1%) zeros | Zeros |
Spa has 290 (41.5%) zeros | Zeros |
VRDeck has 312 (44.7%) zeros | Zeros |
Consumption_High_End has 74 (10.6%) zeros | Zeros |
Consumption_Basic has 133 (19.1%) zeros | Zeros |
Reproduction
| Analysis started | 2024-05-07 11:30:16.707818 |
|---|---|
| Analysis finished | 2024-05-07 11:30:30.099885 |
| Duration | 13.39 seconds |
| Software version | ydata-profiling vv4.7.0 |
| Download configuration | config.json |
CryoSleep
Boolean
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.1 KiB |
| False | |
|---|---|
| True | 29 |
| Value | Count | Frequency (%) |
| False | 669 | |
| True | 29 | 4.2% |
Destination
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.9 KiB |
| TRAPPIST-1e | |
|---|---|
| 55 Cancri e | |
| PSO J318.5-22 |
Length
| Max length | 13 |
|---|---|
| Median length | 11 |
| Mean length | 11.169054 |
| Min length | 11 |
Characters and Unicode
| Total characters | 7796 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TRAPPIST-1e |
|---|---|
| 2nd row | TRAPPIST-1e |
| 3rd row | PSO J318.5-22 |
| 4th row | TRAPPIST-1e |
| 5th row | TRAPPIST-1e |
Common Values
| Value | Count | Frequency (%) |
| TRAPPIST-1e | 535 | |
| 55 Cancri e | 104 | 14.9% |
| PSO J318.5-22 | 59 | 8.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| trappist-1e | 535 | |
| 55 | 104 | 10.8% |
| cancri | 104 | 10.8% |
| e | 104 | 10.8% |
| pso | 59 | 6.1% |
| j318.5-22 | 59 | 6.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| P | 1129 | |
| T | 1070 | |
| e | 639 | |
| S | 594 | |
| - | 594 | |
| 1 | 594 | |
| R | 535 | |
| A | 535 | |
| I | 535 | |
| 5 | 267 | 3.4% |
| Other values (13) | 1304 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7796 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| P | 1129 | |
| T | 1070 | |
| e | 639 | |
| S | 594 | |
| - | 594 | |
| 1 | 594 | |
| R | 535 | |
| A | 535 | |
| I | 535 | |
| 5 | 267 | 3.4% |
| Other values (13) | 1304 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7796 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| P | 1129 | |
| T | 1070 | |
| e | 639 | |
| S | 594 | |
| - | 594 | |
| 1 | 594 | |
| R | 535 | |
| A | 535 | |
| I | 535 | |
| 5 | 267 | 3.4% |
| Other values (13) | 1304 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7796 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| P | 1129 | |
| T | 1070 | |
| e | 639 | |
| S | 594 | |
| - | 594 | |
| 1 | 594 | |
| R | 535 | |
| A | 535 | |
| I | 535 | |
| 5 | 267 | 3.4% |
| Other values (13) | 1304 |
VIP
Boolean
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.1 KiB |
| False | |
|---|---|
| True | 17 |
| Value | Count | Frequency (%) |
| False | 681 | |
| True | 17 | 2.4% |
RoomService
Real number (ℝ)
ZEROS
| Distinct | 334 |
|---|---|
| Distinct (%) | 47.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 325.44679 |
| Minimum | 0 |
|---|---|
| Maximum | 3992 |
| Zeros | 278 |
| Zeros (%) | 39.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 36.5 |
| Q3 | 472 |
| 95-th percentile | 1413.6 |
| Maximum | 3992 |
| Range | 3992 |
| Interquartile range (IQR) | 472 |
Descriptive statistics
| Standard deviation | 563.64616 |
|---|---|
| Coefficient of variation (CV) | 1.731915 |
| Kurtosis | 9.5328805 |
| Mean | 325.44679 |
| Median Absolute Deviation (MAD) | 36.5 |
| Skewness | 2.7549118 |
| Sum | 227161.86 |
| Variance | 317697 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 278 | |
| 1 | 14 | 2.0% |
| 3 | 8 | 1.1% |
| 2 | 6 | 0.9% |
| 8 | 6 | 0.9% |
| 14 | 5 | 0.7% |
| 37 | 3 | 0.4% |
| 5 | 3 | 0.4% |
| 520 | 3 | 0.4% |
| 21 | 3 | 0.4% |
| Other values (324) | 369 |
| Value | Count | Frequency (%) |
| 0 | 278 | |
| 1 | 14 | 2.0% |
| 2 | 6 | 0.9% |
| 3 | 8 | 1.1% |
| 4 | 1 | 0.1% |
| 5 | 3 | 0.4% |
| 6 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 8 | 6 | 0.9% |
| 9 | 2 | 0.3% |
| Value | Count | Frequency (%) |
| 3992 | 1 | |
| 3677 | 1 | |
| 3551 | 1 | |
| 3215 | 1 | |
| 2997 | 1 | |
| 2973 | 1 | |
| 2627 | 1 | |
| 2532 | 1 | |
| 2400 | 1 | |
| 2318 | 1 |
FoodCourt
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 291 |
|---|---|
| Distinct (%) | 41.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 436.67347 |
| Minimum | 0 |
|---|---|
| Maximum | 12809 |
| Zeros | 305 |
| Zeros (%) | 43.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 5 |
| Q3 | 415.75 |
| 95-th percentile | 1950.15 |
| Maximum | 12809 |
| Range | 12809 |
| Interquartile range (IQR) | 415.75 |
Descriptive statistics
| Standard deviation | 1180.4474 |
|---|---|
| Coefficient of variation (CV) | 2.7032725 |
| Kurtosis | 45.001873 |
| Mean | 436.67347 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 5.901972 |
| Sum | 304798.08 |
| Variance | 1393456 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 305 | |
| 1 | 18 | 2.6% |
| 2 | 9 | 1.3% |
| 4 | 7 | 1.0% |
| 3 | 6 | 0.9% |
| 5 | 6 | 0.9% |
| 11 | 5 | 0.7% |
| 7 | 5 | 0.7% |
| 9 | 4 | 0.6% |
| 8 | 4 | 0.6% |
| Other values (281) | 329 |
| Value | Count | Frequency (%) |
| 0 | 305 | |
| 1 | 18 | 2.6% |
| 2 | 9 | 1.3% |
| 3 | 6 | 0.9% |
| 4 | 7 | 1.0% |
| 5 | 6 | 0.9% |
| 6 | 4 | 0.6% |
| 7 | 5 | 0.7% |
| 8 | 4 | 0.6% |
| 9 | 4 | 0.6% |
| Value | Count | Frequency (%) |
| 12809 | 1 | |
| 11418 | 1 | |
| 10153 | 1 | |
| 9495 | 1 | |
| 8882 | 1 | |
| 7167 | 1 | |
| 5600 | 1 | |
| 4655 | 1 | |
| 4579 | 1 | |
| 4545 | 1 |
ShoppingMall
Real number (ℝ)
ZEROS
| Distinct | 273 |
|---|---|
| Distinct (%) | 39.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 216.69666 |
| Minimum | 0 |
|---|---|
| Maximum | 2820 |
| Zeros | 322 |
| Zeros (%) | 46.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 287.5 |
| 95-th percentile | 1004.8 |
| Maximum | 2820 |
| Range | 2820 |
| Interquartile range (IQR) | 287.5 |
Descriptive statistics
| Standard deviation | 419.89901 |
|---|---|
| Coefficient of variation (CV) | 1.9377272 |
| Kurtosis | 8.8611756 |
| Mean | 216.69666 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.7476623 |
| Sum | 151254.27 |
| Variance | 176315.18 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 322 | |
| 1 | 22 | 3.2% |
| 2 | 11 | 1.6% |
| 3 | 7 | 1.0% |
| 7 | 7 | 1.0% |
| 31 | 6 | 0.9% |
| 13 | 5 | 0.7% |
| 4 | 5 | 0.7% |
| 9 | 4 | 0.6% |
| 5 | 4 | 0.6% |
| Other values (263) | 305 |
| Value | Count | Frequency (%) |
| 0 | 322 | |
| 1 | 22 | 3.2% |
| 2 | 11 | 1.6% |
| 3 | 7 | 1.0% |
| 4 | 5 | 0.7% |
| 5 | 4 | 0.6% |
| 6 | 4 | 0.6% |
| 7 | 7 | 1.0% |
| 8 | 2 | 0.3% |
| 9 | 4 | 0.6% |
| Value | Count | Frequency (%) |
| 2820 | 1 | |
| 2624 | 1 | |
| 2387 | 1 | |
| 2316 | 1 | |
| 2280 | 1 | |
| 2155 | 1 | |
| 2010 | 1 | |
| 1905 | 1 | |
| 1865 | 2 | |
| 1777 | 1 |
Spa
Real number (ℝ)
ZEROS
| Distinct | 297 |
|---|---|
| Distinct (%) | 42.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 259.45296 |
| Minimum | 0 |
|---|---|
| Maximum | 4103 |
| Zeros | 290 |
| Zeros (%) | 41.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 7 |
| Q3 | 252.75 |
| 95-th percentile | 1321.15 |
| Maximum | 4103 |
| Range | 4103 |
| Interquartile range (IQR) | 252.75 |
Descriptive statistics
| Standard deviation | 534.53241 |
|---|---|
| Coefficient of variation (CV) | 2.0602286 |
| Kurtosis | 13.465876 |
| Mean | 259.45296 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 3.3326597 |
| Sum | 181098.17 |
| Variance | 285724.9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 290 | |
| 2 | 13 | 1.9% |
| 1 | 11 | 1.6% |
| 5 | 9 | 1.3% |
| 4 | 7 | 1.0% |
| 3 | 7 | 1.0% |
| 7 | 7 | 1.0% |
| 6 | 5 | 0.7% |
| 15 | 4 | 0.6% |
| 35 | 4 | 0.6% |
| Other values (287) | 341 |
| Value | Count | Frequency (%) |
| 0 | 290 | |
| 1 | 11 | 1.6% |
| 2 | 13 | 1.9% |
| 3 | 7 | 1.0% |
| 4 | 7 | 1.0% |
| 4.560684576 | 1 | 0.1% |
| 5 | 9 | 1.3% |
| 5.642490463 | 1 | 0.1% |
| 6 | 5 | 0.7% |
| 7 | 7 | 1.0% |
| Value | Count | Frequency (%) |
| 4103 | 1 | |
| 3733 | 1 | |
| 3335.657761 | 1 | |
| 3200 | 1 | |
| 2868 | 1 | |
| 2835 | 1 | |
| 2740 | 1 | |
| 2627.960902 | 1 | |
| 2462 | 1 | |
| 2456 | 1 |
VRDeck
Real number (ℝ)
ZEROS
| Distinct | 288 |
|---|---|
| Distinct (%) | 41.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 254.77527 |
| Minimum | 0 |
|---|---|
| Maximum | 5063 |
| Zeros | 312 |
| Zeros (%) | 44.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 5 |
| Q3 | 310.25 |
| 95-th percentile | 1229.45 |
| Maximum | 5063 |
| Range | 5063 |
| Interquartile range (IQR) | 310.25 |
Descriptive statistics
| Standard deviation | 526.51311 |
|---|---|
| Coefficient of variation (CV) | 2.0665785 |
| Kurtosis | 19.587653 |
| Mean | 254.77527 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 3.7197499 |
| Sum | 177833.14 |
| Variance | 277216.05 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 312 | |
| 1 | 15 | 2.1% |
| 2 | 8 | 1.1% |
| 4 | 8 | 1.1% |
| 5 | 5 | 0.7% |
| 6 | 5 | 0.7% |
| 3 | 5 | 0.7% |
| 8 | 4 | 0.6% |
| 33 | 4 | 0.6% |
| 9 | 4 | 0.6% |
| Other values (278) | 328 |
| Value | Count | Frequency (%) |
| 0 | 312 | |
| 1 | 15 | 2.1% |
| 2 | 8 | 1.1% |
| 3 | 5 | 0.7% |
| 4 | 8 | 1.1% |
| 5 | 5 | 0.7% |
| 6 | 5 | 0.7% |
| 7 | 1 | 0.1% |
| 8 | 4 | 0.6% |
| 9 | 4 | 0.6% |
| Value | Count | Frequency (%) |
| 5063 | 1 | |
| 3880 | 1 | |
| 3460 | 1 | |
| 3186 | 1 | |
| 3139 | 1 | |
| 2630 | 1 | |
| 2577 | 1 | |
| 2393.9427 | 1 | |
| 2376 | 1 | |
| 2260 | 1 |
Cabin_deck
Categorical
HIGH CORRELATION
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.9 KiB |
| F | |
|---|---|
| G | |
| E | |
| D | |
| C | |
| Other values (2) |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 698 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | F |
|---|---|
| 2nd row | F |
| 3rd row | F |
| 4th row | F |
| 5th row | E |
Common Values
| Value | Count | Frequency (%) |
| F | 294 | |
| G | 171 | |
| E | 108 | 15.5% |
| D | 45 | 6.4% |
| C | 43 | 6.2% |
| B | 19 | 2.7% |
| A | 18 | 2.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| f | 294 | |
| g | 171 | |
| e | 108 | 15.5% |
| d | 45 | 6.4% |
| c | 43 | 6.2% |
| b | 19 | 2.7% |
| a | 18 | 2.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 294 | |
| G | 171 | |
| E | 108 | 15.5% |
| D | 45 | 6.4% |
| C | 43 | 6.2% |
| B | 19 | 2.7% |
| A | 18 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 698 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| F | 294 | |
| G | 171 | |
| E | 108 | 15.5% |
| D | 45 | 6.4% |
| C | 43 | 6.2% |
| B | 19 | 2.7% |
| A | 18 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 698 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| F | 294 | |
| G | 171 | |
| E | 108 | 15.5% |
| D | 45 | 6.4% |
| C | 43 | 6.2% |
| B | 19 | 2.7% |
| A | 18 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 698 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| F | 294 | |
| G | 171 | |
| E | 108 | 15.5% |
| D | 45 | 6.4% |
| C | 43 | 6.2% |
| B | 19 | 2.7% |
| A | 18 | 2.6% |
Group_size
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9813754 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 7 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.7590748 |
|---|---|
| Coefficient of variation (CV) | 0.88780493 |
| Kurtosis | 2.9192566 |
| Mean | 1.9813754 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.9808237 |
| Sum | 1383 |
| Variance | 3.0943442 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 1 | 445 | |
| 2 | 106 | 15.2% |
| 3 | 51 | 7.3% |
| 7 | 30 | 4.3% |
| 5 | 27 | 3.9% |
| 6 | 16 | 2.3% |
| 4 | 13 | 1.9% |
| 8 | 10 | 1.4% |
| Value | Count | Frequency (%) |
| 1 | 445 | |
| 2 | 106 | 15.2% |
| 3 | 51 | 7.3% |
| 4 | 13 | 1.9% |
| 5 | 27 | 3.9% |
| 6 | 16 | 2.3% |
| 7 | 30 | 4.3% |
| 8 | 10 | 1.4% |
| Value | Count | Frequency (%) |
| 8 | 10 | 1.4% |
| 7 | 30 | 4.3% |
| 6 | 16 | 2.3% |
| 5 | 27 | 3.9% |
| 4 | 13 | 1.9% |
| 3 | 51 | 7.3% |
| 2 | 106 | 15.2% |
| 1 | 445 |
HomePlanet
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.9 KiB |
| Earth | |
|---|---|
| Mars | |
| Europa |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 4.9455587 |
| Min length | 4 |
Characters and Unicode
| Total characters | 3452 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Earth |
|---|---|
| 2nd row | Earth |
| 3rd row | Earth |
| 4th row | Earth |
| 5th row | Earth |
Common Values
| Value | Count | Frequency (%) |
| Earth | 468 | |
| Mars | 134 | 19.2% |
| Europa | 96 | 13.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| earth | 468 | |
| mars | 134 | 19.2% |
| europa | 96 | 13.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 698 | |
| r | 698 | |
| E | 564 | |
| t | 468 | |
| h | 468 | |
| M | 134 | 3.9% |
| s | 134 | 3.9% |
| u | 96 | 2.8% |
| o | 96 | 2.8% |
| p | 96 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3452 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 698 | |
| r | 698 | |
| E | 564 | |
| t | 468 | |
| h | 468 | |
| M | 134 | 3.9% |
| s | 134 | 3.9% |
| u | 96 | 2.8% |
| o | 96 | 2.8% |
| p | 96 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3452 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 698 | |
| r | 698 | |
| E | 564 | |
| t | 468 | |
| h | 468 | |
| M | 134 | 3.9% |
| s | 134 | 3.9% |
| u | 96 | 2.8% |
| o | 96 | 2.8% |
| p | 96 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3452 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 698 | |
| r | 698 | |
| E | 564 | |
| t | 468 | |
| h | 468 | |
| M | 134 | 3.9% |
| s | 134 | 3.9% |
| u | 96 | 2.8% |
| o | 96 | 2.8% |
| p | 96 | 2.8% |
Transported
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.9 KiB |
| 1 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 698 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 698 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 698 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 698 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 698 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 698 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 698 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 698 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 698 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 698 |
Consumption_High_End
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 537 |
|---|---|
| Distinct (%) | 76.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 839.67502 |
| Minimum | 0 |
|---|---|
| Maximum | 5502.6578 |
| Zeros | 74 |
| Zeros (%) | 10.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 247.25 |
| median | 651.5 |
| Q3 | 1044 |
| 95-th percentile | 2547.7 |
| Maximum | 5502.6578 |
| Range | 5502.6578 |
| Interquartile range (IQR) | 796.75 |
Descriptive statistics
| Standard deviation | 859.81638 |
|---|---|
| Coefficient of variation (CV) | 1.0239871 |
| Kurtosis | 5.2345311 |
| Mean | 839.67502 |
| Median Absolute Deviation (MAD) | 402.5 |
| Skewness | 2.0453295 |
| Sum | 586093.16 |
| Variance | 739284.21 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 74 | 10.6% |
| 801 | 4 | 0.6% |
| 697 | 3 | 0.4% |
| 409 | 3 | 0.4% |
| 921 | 3 | 0.4% |
| 803 | 3 | 0.4% |
| 249 | 3 | 0.4% |
| 264 | 3 | 0.4% |
| 851 | 2 | 0.3% |
| 707 | 2 | 0.3% |
| Other values (527) | 598 |
| Value | Count | Frequency (%) |
| 0 | 74 | |
| 13 | 1 | 0.1% |
| 21 | 1 | 0.1% |
| 43 | 1 | 0.1% |
| 55 | 1 | 0.1% |
| 57 | 1 | 0.1% |
| 61 | 1 | 0.1% |
| 62 | 1 | 0.1% |
| 68 | 1 | 0.1% |
| 71 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 5502.657761 | 1 | |
| 5141 | 1 | |
| 4851 | 1 | |
| 4528 | 1 | |
| 4522 | 1 | |
| 4349 | 1 | |
| 4103 | 1 | |
| 3994 | 1 | |
| 3901 | 1 | |
| 3880 | 1 |
Consumption_Basic
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 447 |
|---|---|
| Distinct (%) | 64.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 653.37012 |
| Minimum | 0 |
|---|---|
| Maximum | 12811 |
| Zeros | 133 |
| Zeros (%) | 19.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6.25 |
| median | 343.5 |
| Q3 | 752.75 |
| 95-th percentile | 2402 |
| Maximum | 12811 |
| Range | 12811 |
| Interquartile range (IQR) | 746.5 |
Descriptive statistics
| Standard deviation | 1209.8164 |
|---|---|
| Coefficient of variation (CV) | 1.8516555 |
| Kurtosis | 37.365571 |
| Mean | 653.37012 |
| Median Absolute Deviation (MAD) | 341 |
| Skewness | 5.1942214 |
| Sum | 456052.35 |
| Variance | 1463655.7 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 133 | 19.1% |
| 1 | 15 | 2.1% |
| 5 | 9 | 1.3% |
| 6 | 6 | 0.9% |
| 7 | 5 | 0.7% |
| 3 | 5 | 0.7% |
| 18 | 4 | 0.6% |
| 9 | 4 | 0.6% |
| 33 | 4 | 0.6% |
| 31 | 4 | 0.6% |
| Other values (437) | 509 |
| Value | Count | Frequency (%) |
| 0 | 133 | |
| 1 | 15 | 2.1% |
| 2 | 4 | 0.6% |
| 3 | 5 | 0.7% |
| 4 | 3 | 0.4% |
| 5 | 9 | 1.3% |
| 6 | 6 | 0.9% |
| 7 | 5 | 0.7% |
| 8 | 2 | 0.3% |
| 9 | 4 | 0.6% |
| Value | Count | Frequency (%) |
| 12811 | 1 | |
| 11418 | 1 | |
| 10154 | 1 | |
| 9495 | 1 | |
| 8903 | 1 | |
| 7167 | 1 | |
| 6315 | 1 | |
| 4816 | 1 | |
| 4790 | 1 | |
| 4580 | 1 |
Age_group
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.9 KiB |
| Young adults | |
|---|---|
| Middle-aged | |
| Minor | |
| Senior | 15 |
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 10.84384 |
| Min length | 5 |
Characters and Unicode
| Total characters | 7569 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Young adults |
|---|---|
| 2nd row | Minor |
| 3rd row | Middle-aged |
| 4th row | Young adults |
| 5th row | Minor |
Common Values
| Value | Count | Frequency (%) |
| Young adults | 446 | |
| Middle-aged | 157 | 22.5% |
| Minor | 80 | 11.5% |
| Senior | 15 | 2.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| young | 446 | |
| adults | 446 | |
| middle-aged | 157 | 13.7% |
| minor | 80 | 7.0% |
| senior | 15 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 917 | |
| u | 892 | |
| l | 603 | 8.0% |
| g | 603 | 8.0% |
| a | 603 | 8.0% |
| n | 541 | 7.1% |
| o | 541 | 7.1% |
| t | 446 | 5.9% |
| s | 446 | 5.9% |
| Y | 446 | 5.9% |
| Other values (7) | 1531 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7569 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 917 | |
| u | 892 | |
| l | 603 | 8.0% |
| g | 603 | 8.0% |
| a | 603 | 8.0% |
| n | 541 | 7.1% |
| o | 541 | 7.1% |
| t | 446 | 5.9% |
| s | 446 | 5.9% |
| Y | 446 | 5.9% |
| Other values (7) | 1531 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7569 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 917 | |
| u | 892 | |
| l | 603 | 8.0% |
| g | 603 | 8.0% |
| a | 603 | 8.0% |
| n | 541 | 7.1% |
| o | 541 | 7.1% |
| t | 446 | 5.9% |
| s | 446 | 5.9% |
| Y | 446 | 5.9% |
| Other values (7) | 1531 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7569 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 917 | |
| u | 892 | |
| l | 603 | 8.0% |
| g | 603 | 8.0% |
| a | 603 | 8.0% |
| n | 541 | 7.1% |
| o | 541 | 7.1% |
| t | 446 | 5.9% |
| s | 446 | 5.9% |
| Y | 446 | 5.9% |
| Other values (7) | 1531 |
| Age_group | Cabin_deck | Consumption_Basic | Consumption_High_End | CryoSleep | Destination | FoodCourt | Group_size | HomePlanet | RoomService | ShoppingMall | Spa | VIP | VRDeck | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age_group | 1.000 | 0.179 | -0.006 | 0.050 | 0.126 | 0.042 | -0.013 | -0.127 | 0.145 | 0.071 | 0.046 | 0.022 | 0.120 | 0.048 |
| Cabin_deck | 0.179 | 1.000 | -0.427 | -0.436 | 0.254 | 0.183 | -0.331 | -0.053 | 0.739 | -0.036 | -0.070 | -0.276 | 0.236 | -0.225 |
| Consumption_Basic | -0.006 | -0.427 | 1.000 | 0.178 | 0.000 | 0.102 | 0.640 | -0.027 | 0.429 | 0.050 | 0.479 | 0.249 | 0.254 | 0.167 |
| Consumption_High_End | 0.050 | -0.436 | 0.178 | 1.000 | 0.215 | 0.125 | 0.242 | -0.039 | 0.506 | 0.344 | -0.033 | 0.436 | 0.232 | 0.406 |
| CryoSleep | 0.126 | 0.254 | 0.000 | 0.215 | 1.000 | 0.102 | -0.212 | 0.198 | 0.171 | -0.224 | -0.205 | -0.219 | 0.000 | -0.209 |
| Destination | 0.042 | 0.183 | 0.102 | 0.125 | 0.102 | 1.000 | -0.110 | 0.047 | 0.168 | -0.020 | 0.047 | -0.098 | 0.000 | -0.111 |
| FoodCourt | -0.013 | -0.331 | 0.640 | 0.242 | -0.212 | -0.110 | 1.000 | -0.035 | 0.465 | -0.126 | -0.162 | 0.292 | 0.277 | 0.285 |
| Group_size | -0.127 | -0.053 | -0.027 | -0.039 | 0.198 | 0.047 | -0.035 | 1.000 | 0.214 | -0.147 | -0.102 | -0.049 | 0.093 | -0.058 |
| HomePlanet | 0.145 | 0.739 | 0.429 | 0.506 | 0.171 | 0.168 | 0.465 | 0.214 | 1.000 | 0.234 | 0.238 | 0.043 | 0.239 | -0.051 |
| RoomService | 0.071 | -0.036 | 0.050 | 0.344 | -0.224 | -0.020 | -0.126 | -0.147 | 0.234 | 1.000 | 0.262 | -0.150 | 0.000 | -0.258 |
| ShoppingMall | 0.046 | -0.070 | 0.479 | -0.033 | -0.205 | 0.047 | -0.162 | -0.102 | 0.238 | 0.262 | 1.000 | 0.010 | 0.069 | -0.105 |
| Spa | 0.022 | -0.276 | 0.249 | 0.436 | -0.219 | -0.098 | 0.292 | -0.049 | 0.043 | -0.150 | 0.010 | 1.000 | 0.196 | 0.123 |
| VIP | 0.120 | 0.236 | 0.254 | 0.232 | 0.000 | 0.000 | 0.277 | 0.093 | 0.239 | 0.000 | 0.069 | 0.196 | 1.000 | 0.052 |
| VRDeck | 0.048 | -0.225 | 0.167 | 0.406 | -0.209 | -0.111 | 0.285 | -0.058 | -0.051 | -0.258 | -0.105 | 0.123 | 0.052 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| CryoSleep | Destination | VIP | RoomService | FoodCourt | ShoppingMall | Spa | VRDeck | Cabin_deck | Group_size | HomePlanet | Transported | Consumption_High_End | Consumption_Basic | Age_group | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | False | TRAPPIST-1e | False | 109.000000 | 9.0 | 25.0 | 549.0 | 44.0 | F | 1 | Earth | 1 | 702.000000 | 34.0 | Young adults |
| 4 | False | TRAPPIST-1e | False | 303.000000 | 70.0 | 151.0 | 565.0 | 2.0 | F | 1 | Earth | 1 | 870.000000 | 221.0 | Minor |
| 5 | False | PSO J318.5-22 | False | 0.000000 | 483.0 | 0.0 | 291.0 | 0.0 | F | 1 | Earth | 1 | 291.000000 | 483.0 | Middle-aged |
| 8 | False | TRAPPIST-1e | False | 0.000000 | 785.0 | 17.0 | 216.0 | 0.0 | F | 1 | Earth | 1 | 216.000000 | 802.0 | Young adults |
| 24 | False | TRAPPIST-1e | False | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | E | 6 | Earth | 1 | 0.000000 | 0.0 | Minor |
| 33 | False | TRAPPIST-1e | False | 214.000000 | 0.0 | 1411.0 | 0.0 | 1229.0 | F | 3 | Mars | 1 | 1443.000000 | 1411.0 | Middle-aged |
| 35 | False | TRAPPIST-1e | False | 829.853054 | 0.0 | 1750.0 | 990.0 | 0.0 | F | 3 | Mars | 1 | 1819.853054 | 1750.0 | Young adults |
| 65 | False | TRAPPIST-1e | False | 887.000000 | 0.0 | 9.0 | 6.0 | 0.0 | F | 1 | Earth | 1 | 893.000000 | 9.0 | Middle-aged |
| 78 | False | TRAPPIST-1e | False | 688.000000 | 0.0 | 0.0 | 0.0 | 17.0 | G | 1 | Earth | 1 | 705.000000 | 0.0 | Young adults |
| 105 | False | TRAPPIST-1e | False | 2209.000000 | 11418.0 | 0.0 | 1868.0 | 445.0 | B | 4 | Europa | 1 | 4522.000000 | 11418.0 | Middle-aged |
| CryoSleep | Destination | VIP | RoomService | FoodCourt | ShoppingMall | Spa | VRDeck | Cabin_deck | Group_size | HomePlanet | Transported | Consumption_High_End | Consumption_Basic | Age_group | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8569 | False | TRAPPIST-1e | False | 270.0 | 4.0 | 453.000000 | 7.0 | 0.0 | F | 1 | Earth | 1 | 277.0 | 457.000000 | Young adults |
| 8572 | False | TRAPPIST-1e | False | 698.0 | 94.0 | 0.000000 | 0.0 | 0.0 | E | 1 | Earth | 1 | 698.0 | 94.000000 | Middle-aged |
| 8576 | False | TRAPPIST-1e | False | 802.0 | 0.0 | 1.000000 | 1.0 | 0.0 | F | 1 | Earth | 1 | 803.0 | 1.000000 | Young adults |
| 8600 | False | TRAPPIST-1e | False | 0.0 | 90.0 | 0.000000 | 795.0 | 0.0 | F | 1 | Earth | 1 | 795.0 | 90.000000 | Young adults |
| 8604 | False | TRAPPIST-1e | False | 6.0 | 0.0 | 0.000000 | 0.0 | 1164.0 | F | 2 | Earth | 1 | 1170.0 | 0.000000 | Middle-aged |
| 8607 | False | PSO J318.5-22 | False | 623.0 | 0.0 | 111.854445 | 0.0 | 53.0 | F | 3 | Earth | 1 | 676.0 | 111.854445 | Young adults |
| 8618 | False | TRAPPIST-1e | True | 0.0 | 5600.0 | 715.000000 | 2868.0 | 971.0 | C | 1 | Europa | 1 | 3839.0 | 6315.000000 | Young adults |
| 8624 | False | TRAPPIST-1e | False | 8.0 | 752.0 | 0.000000 | 0.0 | 687.0 | F | 1 | Earth | 1 | 695.0 | 752.000000 | Young adults |
| 8641 | False | TRAPPIST-1e | False | 1030.0 | 1015.0 | 0.000000 | 11.0 | 0.0 | F | 1 | Earth | 1 | 1041.0 | 1015.000000 | Middle-aged |
| 8648 | False | TRAPPIST-1e | False | 240.0 | 242.0 | 510.000000 | 0.0 | 0.0 | G | 2 | Earth | 1 | 240.0 | 752.000000 | Young adults |
Most frequently occurring
| CryoSleep | Destination | VIP | RoomService | FoodCourt | ShoppingMall | Spa | VRDeck | Cabin_deck | Group_size | HomePlanet | Transported | Consumption_High_End | Consumption_Basic | Age_group | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5 | False | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 5 | Earth | 1 | 0.0 | 0.0 | Minor | 9 |
| 8 | True | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | E | 1 | Mars | 1 | 0.0 | 0.0 | Young adults | 9 |
| 11 | True | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 7 | Earth | 1 | 0.0 | 0.0 | Minor | 8 |
| 6 | False | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 6 | Earth | 1 | 0.0 | 0.0 | Minor | 7 |
| 7 | False | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 7 | Earth | 1 | 0.0 | 0.0 | Minor | 7 |
| 2 | False | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 1 | Earth | 1 | 0.0 | 0.0 | Minor | 5 |
| 3 | False | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 1 | Earth | 1 | 0.0 | 0.0 | Young adults | 4 |
| 9 | True | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | E | 2 | Mars | 1 | 0.0 | 0.0 | Young adults | 3 |
| 0 | False | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | E | 1 | Mars | 1 | 0.0 | 0.0 | Young adults | 2 |
| 1 | False | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | E | 6 | Earth | 1 | 0.0 | 0.0 | Minor | 2 |